{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Summary of tensorflow basics.\\n\\nParag K. Mital, Jan 2016.'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"Summary of tensorflow basics.\n",
    "\n",
    "Parag K. Mital, Jan 2016.\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% Import tensorflow and pyplot\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% tf.Graph represents a collection of tf.Operations\n",
    "# You can create operations by writing out equations.\n",
    "# By default, there is a graph: tf.get_default_graph()\n",
    "# and any new operations are added to this graph.\n",
    "# The result of a tf.Operation is a tf.Tensor, which holds\n",
    "# the values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% First a tf.Tensor\n",
    "n_values = 32\n",
    "x = tf.linspace(-3.0, 3.0, n_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% Construct a tf.Session to execute the graph.\n",
    "sess = tf.Session()\n",
    "result = sess.run(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-3.        , -2.8064516 , -2.612903  , -2.419355  , -2.2258065 ,\n",
       "       -2.032258  , -1.8387097 , -1.6451614 , -1.451613  , -1.2580645 ,\n",
       "       -1.0645162 , -0.8709678 , -0.6774194 , -0.48387104, -0.29032266,\n",
       "       -0.09677428,  0.0967741 ,  0.29032248,  0.48387086,  0.67741925,\n",
       "        0.8709676 ,  1.0645161 ,  1.2580644 ,  1.4516127 ,  1.6451612 ,\n",
       "        1.8387096 ,  2.032258  ,  2.2258062 ,  2.4193547 ,  2.612903  ,\n",
       "        2.8064513 ,  2.9999998 ], dtype=float32)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# %% Alternatively pass a session to the eval fn:\n",
    "x.eval(session=sess)\n",
    "# x.eval() does not work, as it requires a session!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% We can setup an interactive session if we don't\n",
    "# want to keep passing the session around:\n",
    "sess.close()\n",
    "sess = tf.InteractiveSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-3.        , -2.8064516 , -2.612903  , -2.419355  , -2.2258065 ,\n",
       "       -2.032258  , -1.8387097 , -1.6451614 , -1.451613  , -1.2580645 ,\n",
       "       -1.0645162 , -0.8709678 , -0.6774194 , -0.48387104, -0.29032266,\n",
       "       -0.09677428,  0.0967741 ,  0.29032248,  0.48387086,  0.67741925,\n",
       "        0.8709676 ,  1.0645161 ,  1.2580644 ,  1.4516127 ,  1.6451612 ,\n",
       "        1.8387096 ,  2.032258  ,  2.2258062 ,  2.4193547 ,  2.612903  ,\n",
       "        2.8064513 ,  2.9999998 ], dtype=float32)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# %% Now this will work!\n",
    "x.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% Now a tf.Operation\n",
    "# We'll use our values from [-3, 3] to create a Gaussian Distribution\n",
    "sigma = 1.0\n",
    "mean = 0.0\n",
    "z = (tf.exp(tf.negative(tf.pow(x - mean, 2.0) /\n",
    "                   (2.0 * tf.pow(sigma, 2.0)))) *\n",
    "     (1.0 / (sigma * tf.sqrt(2.0 * 3.1415))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% By default, new operations are added to the default Graph\n",
    "assert z.graph is tf.get_default_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %% Execute the graph and plot the result\n",
    "plt.plot(x.eval(), z.eval())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(32,)\n"
     ]
    }
   ],
   "source": [
    "# %% We can find out the shape of a tensor like so:\n",
    "print(z.get_shape())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[32]\n"
     ]
    }
   ],
   "source": [
    "# %% Or in a more friendly format\n",
    "print(z.get_shape().as_list())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[32]\n"
     ]
    }
   ],
   "source": [
    "# %% Sometimes we may not know the shape of a tensor\n",
    "# until it is computed in the graph.  In that case\n",
    "# we should use the tf.shape fn, which will return a\n",
    "# Tensor which can be eval'ed, rather than a discrete\n",
    "# value of tf.Dimension\n",
    "print(tf.shape(z).eval())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[32]\n",
      " [32]\n",
      " [ 3]\n",
      " [ 4]]\n"
     ]
    }
   ],
   "source": [
    "# %% We can combine tensors like so:\n",
    "print(tf.stack([tf.shape(z), tf.shape(z), [3], [4]]).eval())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% Let's multiply the two to get a 2d gaussian\n",
    "z_2d = tf.matmul(tf.reshape(z, [n_values, 1]), tf.reshape(z, [1, n_values]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %% Execute the graph and store the value that `out` represents in `result`.\n",
    "plt.imshow(z_2d.eval())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %% For fun let's create a gabor patch:\n",
    "x = tf.reshape(tf.sin(tf.linspace(-3.0, 3.0, n_values)), [n_values, 1])\n",
    "y = tf.reshape(tf.ones_like(x), [1, n_values])\n",
    "z = tf.matmul(tf.matmul(x, y), z_2d)\n",
    "plt.imshow(z.eval())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['LinSpace/start', 'LinSpace/stop', 'LinSpace/num', 'LinSpace', 'sub/y', 'sub', 'Pow/y', 'Pow', 'Pow_1/x', 'Pow_1/y', 'Pow_1', 'mul/x', 'mul', 'truediv', 'Neg', 'Exp', 'Sqrt/x', 'Sqrt', 'mul_1/x', 'mul_1', 'truediv_1/x', 'truediv_1', 'mul_2', 'Shape', 'Shape_1', 'Shape_2', 'stack/2_1', 'stack/3_1', 'stack', 'Reshape/shape', 'Reshape', 'Reshape_1/shape', 'Reshape_1', 'MatMul', 'LinSpace_1/start', 'LinSpace_1/stop', 'LinSpace_1/num', 'LinSpace_1', 'Sin', 'Reshape_2/shape', 'Reshape_2', 'ones_like/Shape', 'ones_like/Const', 'ones_like', 'Reshape_3/shape', 'Reshape_3', 'MatMul_1', 'MatMul_2']\n"
     ]
    }
   ],
   "source": [
    "# %% We can also list all the operations of a graph:\n",
    "ops = tf.get_default_graph().get_operations()\n",
    "print([op.name for op in ops])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% Lets try creating a generic function for computing the same thing:\n",
    "def gabor(n_values=32, sigma=1.0, mean=0.0):\n",
    "    x = tf.linspace(-3.0, 3.0, n_values)\n",
    "    z = (tf.exp(tf.negative(tf.pow(x - mean, 2.0) /\n",
    "                       (2.0 * tf.pow(sigma, 2.0)))) *\n",
    "         (1.0 / (sigma * tf.sqrt(2.0 * 3.1415))))\n",
    "    gauss_kernel = tf.matmul(\n",
    "        tf.reshape(z, [n_values, 1]), tf.reshape(z, [1, n_values]))\n",
    "    x = tf.reshape(tf.sin(tf.linspace(-3.0, 3.0, n_values)), [n_values, 1])\n",
    "    y = tf.reshape(tf.ones_like(x), [1, n_values])\n",
    "    gabor_kernel = tf.matmul(tf.matmul(x, y), gauss_kernel)\n",
    "    return gabor_kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %% Confirm this does something:\n",
    "plt.imshow(gabor().eval())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% And another function which can convolve\n",
    "def convolve(img, W):\n",
    "    # The W matrix is only 2D\n",
    "    # But conv2d will need a tensor which is 4d:\n",
    "    # height x width x n_input x n_output\n",
    "    if len(W.get_shape()) == 2:\n",
    "        dims = W.get_shape().as_list() + [1, 1]\n",
    "        W = tf.reshape(W, dims)\n",
    "\n",
    "    if len(img.get_shape()) == 2:\n",
    "        # num x height x width x channels\n",
    "        dims = [1] + img.get_shape().as_list() + [1]\n",
    "        img = tf.reshape(img, dims)\n",
    "    elif len(img.get_shape()) == 3:\n",
    "        dims = [1] + img.get_shape().as_list()\n",
    "        img = tf.reshape(img, dims)\n",
    "        # if the image is 3 channels, then our convolution\n",
    "        # kernel needs to be repeated for each input channel\n",
    "        W = tf.concat([W, W, W], axis=2)\n",
    "\n",
    "    # Stride is how many values to skip for the dimensions of\n",
    "    # num, height, width, channels\n",
    "    convolved = tf.nn.conv2d(img, W,\n",
    "                             strides=[1, 1, 1, 1], padding='SAME')\n",
    "    return convolved"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512, 3)\n"
     ]
    }
   ],
   "source": [
    "# %% Load up an image:\n",
    "from skimage import data\n",
    "img = data.astronaut()\n",
    "plt.imshow(img)\n",
    "plt.show()\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% Now create a placeholder for our graph which can store any input:\n",
    "x = tf.placeholder(tf.float32, shape=img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %% And a graph which can convolve our image with a gabor\n",
    "out = convolve(x, gabor())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %% Now send the image into the graph and compute the result\n",
    "result = tf.squeeze(out).eval(feed_dict={x: img})\n",
    "plt.imshow(result)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#alternative:\n",
    "sess.close()\n",
    "\n",
    "sess = tf.Session()\n",
    "result = sess.run(tf.squeeze(out), feed_dict={x: img})\n",
    "plt.imshow(result)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
